v1v2v3 (latest)

Enhancing the Locality and Breaking the Memory Bottleneck of Transformer on Time Series Forecasting

29 June 2019

Papers citing "Enhancing the Locality and Breaking the Memory Bottleneck of Transformer on Time Series Forecasting"

50 / 503 papers shown

Title
Metadata Matters for Time Series: Informative Forecasting with Transformers Jiaxiang Dong Haixu Wu Yuxuan Wang Li Zhang Jianmin Wang Mingsheng Long AI4TS 44 0 0 04 Oct 2024
Local Attention Mechanism: Boosting the Transformer Architecture for Long-Sequence Time Series Forecasting Ignacio Aguilera-Martos Andrés Herrera-Poyatos Julián Luengo Francisco Herrera AI4TS 70 0 0 04 Oct 2024
Oscillatory State-Space Models T. Konstantin Rusch Daniela Rus AI4TS 469 9 0 04 Oct 2024
FredNormer: Frequency Domain Normalization for Non-stationary Time Series Forecasting Xihao Piao Zheng Chen Yushun Dong Yasuko Matsubara Yasushi Sakurai OOD AI4TS 62 0 0 02 Oct 2024
Continuous-Time Linear Positional Embedding for Irregular Time Series Forecasting Byunghyun Kim Jae-Gil Lee AI4TS 58 1 0 30 Sep 2024
TSI: A Multi-View Representation Learning Approach for Time Series Forecasting Wentao Gao Ziqi Xu Jiuyong Li Lin Liu Jixue Liu T. Le Debo Cheng Yanchang Zhao Yun Chen AI4TS 68 1 0 30 Sep 2024
Rethinking the Power of Timestamps for Robust Time Series Forecasting: A Global-Local Fusion Perspective Chengsen Wang Qi Qi Jingyu Wang Haifeng Sun Zirui Zhuang Jinming Wu Jianxin Liao AI4TS 77 12 0 27 Sep 2024
CycleNet: Enhancing Time Series Forecasting through Modeling Periodic Patterns Shengsheng Lin Weiwei Lin Xinyi Hu Wentai Wu Ruichao Mo Haocheng Zhong AI4TS 115 30 0 27 Sep 2024
Optimal starting point for time series forecasting Yiming Zhong Yinuo Ren Guangyao Cao Feng Li Haobo Qi AI4TS 127 1 0 25 Sep 2024
The Roles of Generative Artificial Intelligence in Internet of Electric Vehicles Hanwen Zhang Dusit Niyato Wei Zhang Changyuan Zhao Hongyang Du Abbas Jamalipour Sumei Sun Yiyang Pei AI4CE 70 2 0 24 Sep 2024
Zero-shot forecasting of chaotic systems Yuanzhao Zhang William Gilpin AI4TS 267 8 0 24 Sep 2024
ReAugment: Model Zoo-Guided RL for Few-Shot Time Series Augmentation and Forecasting Haochen Yuan Yutong Wang Yihong Chen Yunbo Wang Xiaokang Yang AI4TS 81 0 0 10 Sep 2024
Hypergraph Learning based Recommender System for Anomaly Detection, Control and Optimization Sakhinana Sagar Srinivas Rajat Kumar Sarkar Venkataramana Runkana AI4TS 32 2 0 21 Aug 2024
sTransformer: A Modular Approach for Extracting Inter-Sequential and Temporal Information for Time-Series Forecasting Jiaheng Yin Zhengxin Shi Jianshen Zhang Xiaomin Lin Yulin Huang Yongzhi Qi Wei Qi AI4TS 51 0 0 19 Aug 2024
Partial-Multivariate Model for Forecasting Jaehoon Lee Hankook Lee Sungik Choi Sungjun Cho Moontae Lee AI4TS 72 0 0 19 Aug 2024
Linear Attention is Enough in Spatial-Temporal Forecasting Xinyu Ning AI4TS 102 0 0 17 Aug 2024
A Systematic Evaluation of Generated Time Series and Their Effects in Self-Supervised Pretraining Audrey Der Chin-Chia Michael Yeh Xin Dai Huiyuan Chen Yan Zheng ... Vivian Lai Junpeng Wang Liang Wang Wei Zhang Eamonn J. Keogh AI4TS 62 1 0 15 Aug 2024
PowerPM: Foundation Model for Power Systems Shihao Tu Yupeng Zhang Jing Zhang Yang Yang AI4TS 55 7 0 07 Aug 2024
Neural Network Emulator for Atmospheric Chemical ODE Zhi-Song Liu Petri S. Clusius Michael Boy 133 3 0 03 Aug 2024
Practical Marketplace Optimization at Uber Using Causally-Informed Machine Learning Bobby Chen Siyu Chen Jason Dowlatabadi Yu Xuan Hong Vinayak Iyer ... Kaichen Wei Chen Xu Jingnan Yang Allen T. Zhang Guoqing Zhang OffRL 141 1 0 26 Jul 2024
DTFormer: A Transformer-Based Method for Discrete-Time Dynamic Graph Representation Learning Xi Chen Yun Xiong Siwei Zhang Jiawei Zhang Yao Zhang Shiyang Zhou Xixi Wu Mingyang Zhang Tengfei Liu Weiqiang Wang AI4CE 93 2 0 26 Jul 2024
Time Series Generative Learning with Application to Brain Imaging Analysis Zhenghao Li Sanyou Wu Long Feng MedIm 89 0 0 19 Jul 2024
Long Input Sequence Network for Long Time Series Forecasting Chao Ma Yikai Hou Xiang Li Yinggang Sun Haining Yu AI4TS 54 0 0 18 Jul 2024
Omni-Dimensional Frequency Learner for General Time Series Analysis Xianing Chen Hanting Chen Hailin Hu AI4TS 75 0 0 15 Jul 2024
xLSTMTime : Long-term Time Series Forecasting With xLSTM Musleh Alharthi A. Mahmood AI4TS 97 22 0 14 Jul 2024
Text2TimeSeries: Enhancing Financial Forecasting through Time Series Prediction Updates with Event-Driven Insights from Large Language Models Litton J. Kurisinkel Pruthwik Mishra Yue Zhang 99 5 0 04 Jul 2024
CUPID: Improving Battle Fairness and Position Satisfaction in Online MOBA Games with a Re-matchmaking System Ge Fan Chaoyun Zhang Kai Wang Yingjie Li Junyang Chen Zenglin Xu 84 1 0 28 Jun 2024
Fibottention: Inceptive Visual Representation Learning with Diverse Attention Across Heads Ali Khaleghi Rahimian Manish Kumar Govind Subhajit Maity Dominick Reilly Christian Kummerle Srijan Das A. Dutta 78 1 0 27 Jun 2024
XXLTraffic: Expanding and Extremely Long Traffic forecasting beyond test adaptation Du Yin Hao Xue Arian Prabowo Shuang Ao Flora Salim AI4TS 83 0 0 18 Jun 2024
Stacking for Probabilistic Short-term Load Forecasting Grzegorz Dudek AI4TS 106 1 0 15 Jun 2024
WindowMixer: Intra-Window and Inter-Window Modeling for Time Series Forecasting Quangao Liu Ruiqi Li Maowei Jiang Wei Yang Chen Liang Longlong Pang Zhuozhang Zou AI4TS 64 0 0 14 Jun 2024
Fredformer: Frequency Debiased Transformer for Time Series Forecasting Xihao Piao Zheng Chen Taichi Murayama Yasuko Matsubara Yasushi Sakurai AI4TS 85 25 0 13 Jun 2024
Optimizing Time Series Forecasting Architectures: A Hierarchical Neural Architecture Search Approach Difan Deng Marius Lindauer AI4TS 91 0 0 07 Jun 2024
UniTST: Effectively Modeling Inter-Series and Intra-Series Dependencies for Multivariate Time Series Forecasting Juncheng Liu Chenghao Liu Gerald Woo Yiwei Wang Bryan Hooi Caiming Xiong Doyen Sahoo AI4TS 84 7 0 07 Jun 2024
Chimera: Effectively Modeling Multivariate Time Series with 2-Dimensional State Space Models Ali Behrouz Michele Santacatterina Ramin Zabih Mamba AI4TS 90 5 0 06 Jun 2024
FPN-fusion: Enhanced Linear Complexity Time Series Forecasting Model Chu Li Pingjia Xiao Q. Yuan AI4TS 51 0 0 06 Jun 2024
Rough Transformers: Lightweight and Continuous Time Series Modelling through Signature Patching Fernando Moreno-Pino Alvaro Arroyo H. Waldon Xiaowen Dong Álvaro Cartea AI4TS 109 1 0 31 May 2024
Time Series Representation Models Robert Leppich Vanessa Borst Veronika Lesch Samuel Kounev AI4TS 34 0 0 28 May 2024
ForecastGrapher: Redefining Multivariate Time Series Forecasting with Graph Neural Networks Wanlin Cai Kun Wang Hao Wu Xiaoxu Chen Yuankai Wu AI4TS 51 0 0 28 May 2024
Efficient Time Series Processing for Transformers and State-Space Models through Token Merging Leon Götz Marcel Kollovieh Stephan Günnemann Leo Schwinn 100 3 0 28 May 2024
Are Self-Attentions Effective for Time Series Forecasting? Dongbin Kim Jinseong Park Jaewook Lee Hoki Kim AI4TS 73 5 0 27 May 2024
MambaTS: Improved Selective State Space Models for Long-term Time Series Forecasting Xiuding Cai Yaoyao Zhu Xueyao Wang Yu Yao Mamba AI4TS 93 8 0 26 May 2024
Activator: GLU Activation Function as the Core Component of a Vision Transformer Abdullah Nazhat Abdullah Tarkan Aydin ViT 75 0 0 24 May 2024
In-context Time Series Predictor Jiecheng Lu Yan Sun Shihao Yang AI4TS 65 5 0 23 May 2024
Leveraging 2D Information for Long-term Time Series Forecasting with Vanilla Transformers Xin Cheng Preslav Nakov Shuqi Li Di Luo Xun Wang Dongyan Zhao Rui Yan AI4TS 94 2 0 22 May 2024
FAITH: Frequency-domain Attention In Two Horizons for Time Series Forecasting Ruiqi Li Maowei Jiang Kai-Ming Wang Kaiduo Feng Quangao Liu Yue Sun Xiufang Zhou AI4TS 60 1 0 22 May 2024
SirLLM: Streaming Infinite Retentive LLM Yao Yao Z. Li Hai Zhao KELM RALM 100 12 0 21 May 2024
WEITS: A Wavelet-enhanced residual framework for interpretable time series forecasting Ziyou Guo Yan Sun Tieru Wu AI4TS 66 2 0 17 May 2024
DemOpts: Fairness corrections in COVID-19 case prediction models N. Awasthi S. Abrar Daniel Smolyak Vanessa Frias-Martinez 58 0 0 15 May 2024
DGCformer: Deep Graph Clustering Transformer for Multivariate Time Series Forecasting Qinshuo Liu Yanwen Fang Pengtao Jiang Guodong Li AI4TS 46 0 0 14 May 2024